Linear

Why Today’s Neural Networks Still Use the 1943 McCullosh and Pitt’s Neuron Model?

Prof. Moncef Gabbouj, Department of Computing Sciences, Tampere University

May 15, 14:00 - 15:00

B1 L3 R3119

Linear neural network

Operational Neural Networks (ONNs) are new generation network models targeting to address two major drawbacks of conventional Convolutional Neural Networks (CNNs): the homogenous network configuration and the “linear” neuron model that can only perform linear transformations over previous layer outputs. ONNs can perform any linear or non-linear transformation with a proper combination of “nodal” and “pool” operators.